FA Team at the NTCIR-17 UFO Task

October 31, 2023 ยท Declared Dead ยท ๐Ÿ› NTCIR Conference on Evaluation of Information Access Technologies

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Authors Yuki Okumura, Masato Fujitake arXiv ID 2310.20322 Category cs.CL: Computation & Language Cross-listed cs.IR Citations 0 Venue NTCIR Conference on Evaluation of Information Access Technologies Last Checked 6 months ago
Abstract
The FA team participated in the Table Data Extraction (TDE) and Text-to-Table Relationship Extraction (TTRE) tasks of the NTCIR-17 Understanding of Non-Financial Objects in Financial Reports (UFO). This paper reports our approach to solving the problems and discusses the official results. We successfully utilized various enhancement techniques based on the ELECTRA language model to extract valuable data from tables. Our efforts resulted in an impressive TDE accuracy rate of 93.43 %, positioning us in second place on the Leaderboard rankings. This outstanding achievement is a testament to our proposed approach's effectiveness. In the TTRE task, we proposed the rule-based method to extract meaningful relationships between the text and tables task and confirmed the performance.
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